from utils import parse, read_json_file, write_jsonl_file, write_json_file import os def parse_dialogue_act(dialogue_acts, utterance, domain): parsed_dialogue_acts = [] for da in dialogue_acts: svt = [] for slot, value in da["slots"]: value = str(value) # request if slot == "slot": svt.append({"slot": value}) else: if value in utterance: start = utterance.index(value) end = start + len(value) else: start = -1 end = -1 svt.append( { "slot": slot, "values": [ { "value": value, "start": start, "end": end, } ], "relation": "=", } ) dialogue_act = { "act": da["act"], "slot_value_table": svt, "domain": domain, } parsed_dialogue_acts.append(dialogue_act) return parsed_dialogue_acts def preprocess( input_dir, output_dir, split, domain="restaurant", intent="FindRestaurants", write=True, ): processed_data = [] schema = { domain: set(), } with open(os.path.join(input_dir, f"scripts/config/{split}.flist"), "r") as reader: for example_dir_name in reader: example_dir = os.path.join(input_dir, "data", example_dir_name.strip()) data = read_json_file(os.path.join(example_dir, "log.json")) label = read_json_file(os.path.join(example_dir, "label.json")) dialog = {"turn": "multi", "locale": "en", "dialog": []} for turn_idx, turn_data in enumerate(data["turns"]): # system utterance = turn_data["output"]["transcript"] dialog["dialog"].append( { "roles": ["SYSTEM"], "utterance": utterance, "dialogue_acts": parse_dialogue_act( turn_data["output"]["dialog-acts"], utterance, domain ), } ) # user label_turn = label["turns"][turn_idx] # 1-best # utterance = label_turn["transcription"] utterance = turn_data["input"]["live"]["asr-hyps"][0]["asr-hyp"] dialog["dialog"].append( { "roles": ["USER"], "utterance": utterance, "belief_state": [ { "intent": intent, "informed_slot_value_table": [], "requested_slots": label_turn["requested-slots"], "domain": domain, } ], "dialogue_acts": parse_dialogue_act( label_turn["semantics"]["json"], utterance, domain ), } ) for slot, value in label_turn["goal-labels"].items(): dialog["dialog"][-1]["belief_state"][-1][ "informed_slot_value_table" ].append( { "slot": slot, "values": [ { "value": value, } ], "relation": "=", } ) schema[domain].add(slot) processed_data.append(dialog) ontology = {domain: {slot: True for slot in schema[domain]}} if write: outfile = os.path.join(output_dir, f"{split}.jsonl") write_jsonl_file(processed_data, outfile) if "train" in split: split = "train" elif "dev" in split: split = "dev" elif "test" in split: split = "test" write_json_file( ontology, os.path.join(args.output_dir, f"{split}_ontology.json") ) return processed_data, schema if __name__ == "__main__": args = parse() preprocess(os.path.join(args.input_dir, "traindev"), args.output_dir, "dstc2_train") preprocess(os.path.join(args.input_dir, "traindev"), args.output_dir, "dstc2_dev") preprocess(os.path.join(args.input_dir, "test"), args.output_dir, "dstc2_test")